{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bowers method with seismic velocity\n",
    "\n",
    "Pore pressure prediction with Bowers' method using well log data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {"nbsphinx": "hidden"},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(action='ignore')\n",
    "# for python 2 and 3 compatibility\n",
    "# from builtins import str\n",
    "# try:\n",
    "#     from pathlib import Path\n",
    "# except:\n",
    "#     from pathlib2 import Path\n",
    "#--------------------------------------------\n",
    "import sys\n",
    "ppath = \"../..\"\n",
    "\n",
    "if ppath not in sys.path:\n",
    "    sys.path.append(ppath)\n",
    "#---------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function, division, unicode_literals\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use(['seaborn-paper', 'seaborn-whitegrid'])\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import pygeopressure as ppp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create survey `CUG`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set to the directory on your computer\n",
    "SURVEY_FOLDER = \"M:/CUG_depth\"\n",
    "\n",
    "survey = ppp.Survey(SURVEY_FOLDER)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Retrieve well `CUG1`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "well_cug1 = survey.wells['CUG1']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get Bowers coefficients `A`, `B` from well `CUG1`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = well_cug1.params['bowers'][\"A\"]\n",
    "b = well_cug1.params['bowers']['B']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Retrieve seismic data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "vel_cube = survey.seismics['velocity']\n",
    "obp_cube = survey.seismics['obp_new']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "View velocity section:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114e5128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_vel, ax_vel = plt.subplots()\n",
    "\n",
    "im = vel_cube.plot(\n",
    "    ppp.InlineIndex(8000), ax_vel, kind='img', cm='gist_rainbow')\n",
    "fig_vel.colorbar(im)\n",
    "fig_vel.set(figwidth=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107e6518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "im = obp_cube.plot(ppp.InlineIndex(7400), ax, kind='img')\n",
    "fig.colorbar(im)\n",
    "fig.set(figwidth=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pressure Prediction with Bowers method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "bowers_cube = ppp.bowers_seis(\n",
    "    \"bowers_new\", obp_cube, vel_cube, \n",
    "    upper=survey.horizons['T16'], lower=survey.horizons['T20'], \n",
    "    mode='optimize')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "View predicted pressure section:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfed3cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pygeopressure.basic.vawt import opendtect_seismic_colormap\n",
    "\n",
    "fig_pres, ax_pres = plt.subplots()\n",
    "\n",
    "im = bowers_cube.plot(\n",
    "    ppp.InlineIndex(8000), ax_pres, \n",
    "    kind='img', cm=opendtect_seismic_colormap())\n",
    "\n",
    "fig_pres.colorbar(im)\n",
    "fig_pres.set(figwidth=8)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
